Originally published on Medium . Seventh in a series on building an autonomous AI organism that operates real infrastructure under a constitutional safety model. Part 1 introduced two gates, Part 2 the wall, Part 3 the layers, Part 4 the governor, Part 5 the memory, and Part 6 the whole anatomy. This one is about a number I did not expect to write down: how often an agent's report about its own work disagreed with the world, once we started checking every time. This week Sa...